{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: pylab import has clobbered these variables: ['imread']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "from IPython.display import clear_output\n",
    "from scipy.misc import imread\n",
    "import os\n",
    "\n",
    "DATA_ROOT = 'data/Dog1'\n",
    "PRE_ROOT = os.path.join(DATA_ROOT, 'img_loc')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "fns = os.listdir(PRE_ROOT)\n",
    "fns = [os.path.join(PRE_ROOT, i) for i in fns]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "56"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(fns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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roVQqIZvNotfrod/v49GjR071v3//Pvb29pDNZrGzs4O//Mu/dItCvAMNOLhY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\nB60jjolzAikXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd1ed8d0320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for fn in fns:\n",
    "    frame = imread(fn, mode='RGB')\n",
    "    axis('off')\n",
    "    title('Input Stream')\n",
    "    imshow(frame)\n",
    "    show()\n",
    "    clear_output(wait=True)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\n",
    "t = time.time()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cost 6.95 s\n"
     ]
    }
   ],
   "source": [
    "print('cost %.2f s'%(time.time() - t))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [Root]",
   "language": "python",
   "name": "Python [Root]"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
